{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|default_exp data.features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Featurizing Time Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Functions used to transform time series into a dataframe that can be used to create tabular dataloaders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "from tsai.imports import *\n",
    "from tsai.utils import *\n",
    "from tsai.data.external import *\n",
    "from tsai.data.core import *\n",
    "from tsai.data.tabular import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case we are using tsfresh that is one of the most widely known libraries used to create features from time series. You can get more details about this library here: https://tsfresh.readthedocs.io/en/latest/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "def get_ts_features(X:Union[np.ndarray, torch.Tensor], y:Union[None, np.ndarray, torch.Tensor]=None, features:Union[str, dict]='min', \n",
    "                    n_jobs:Optional[int]=None, **kwargs):\n",
    "    \"\"\"\n",
    "    Args:\n",
    "        X: np.array or torch.Tesnor of shape [samples, dimensions, timesteps].\n",
    "        y: Not required for unlabeled data. Otherwise, you need to pass it.\n",
    "        features: 'min', 'efficient', 'all', or a dictionary. Be aware that 'efficient' and 'all' may required substantial memory and time.\n",
    "    \"\"\"    \n",
    "    \n",
    "    try: \n",
    "        from tsfresh import extract_features\n",
    "        from tsfresh.feature_extraction.settings import ComprehensiveFCParameters, MinimalFCParameters, EfficientFCParameters\n",
    "    except ImportError:\n",
    "        raise ImportError(\"You need to install tsfresh to be able to import tsai.data.features\")\n",
    "    \n",
    "    df = to_tsfresh_df(X)\n",
    "    n_jobs = ifnone(n_jobs, defaults.cpus)\n",
    "    if 'default_fc_parameters' in kwargs.keys(): default_fc_parameters = default_fc_parameters \n",
    "    elif features == 'min': default_fc_parameters = MinimalFCParameters()\n",
    "    elif features == 'efficient': default_fc_parameters = EfficientFCParameters()\n",
    "    elif features == 'all': default_fc_parameters = ComprehensiveFCParameters()\n",
    "    else: default_fc_parameters = None\n",
    "    df = extract_features(df, column_id=\"id\", n_jobs=n_jobs, default_fc_parameters=default_fc_parameters, **kwargs)\n",
    "    if y is not None:\n",
    "        if y.ndim == 1: y = y.reshape(-1,1)\n",
    "        for i in range(y.shape[-1]):\n",
    "            df['target' if y.shape[-1] == 1 else f'target_{i}'] = y[:, i]\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(360, 24, 51)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#|extras\n",
    "dsid = 'NATOPS'\n",
    "X, y, splits = get_UCR_data(dsid, return_split=False)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 3 levels of fatures you can extract: 'min', 'efficient' and 'all'. I'd encourage you to start with min as feature creation may take a long time. \n",
    "\n",
    "In addition to this, you can pass a dictionary to build the desired features (see tsfresh documentation in the link above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Feature Extraction: 100%|██████████| 40/40 [00:09<00:00,  4.00it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(360, 241)"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#|extras\n",
    "ts_features_df = get_ts_features(X, y)\n",
    "ts_features_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 'min' set creates a dataframe with 8 features per channel + 1 per target (total 193) for each time series sample (360)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
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       "      <td>-33.603584</td>\n",
       "      <td>-0.660318</td>\n",
       "      <td>-0.658894</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.016815</td>\n",
       "      <td>0.000283</td>\n",
       "      <td>0.659108</td>\n",
       "      <td>-0.626267</td>\n",
       "      <td>0.684841</td>\n",
       "      <td>-0.684841</td>\n",
       "      <td>-70.926521</td>\n",
       "      <td>-1.409798</td>\n",
       "      <td>-1.390716</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.031278</td>\n",
       "      <td>0.000978</td>\n",
       "      <td>1.391068</td>\n",
       "      <td>-1.337275</td>\n",
       "      <td>1.423652</td>\n",
       "      <td>-1.423652</td>\n",
       "      <td>-26.984289</td>\n",
       "      <td>-0.529285</td>\n",
       "      <td>-0.529104</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.005923</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.529137</td>\n",
       "      <td>-0.517306</td>\n",
       "      <td>0.548614</td>\n",
       "      <td>-0.548614</td>\n",
       "      <td>56.133301</td>\n",
       "      <td>0.789974</td>\n",
       "      <td>1.100653</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.483293</td>\n",
       "      <td>0.233572</td>\n",
       "      <td>1.202085</td>\n",
       "      <td>1.757948</td>\n",
       "      <td>1.757948</td>\n",
       "      <td>0.587645</td>\n",
       "      <td>-45.478088</td>\n",
       "      <td>-1.421026</td>\n",
       "      <td>-0.891727</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.739772</td>\n",
       "      <td>0.547262</td>\n",
       "      <td>1.158637</td>\n",
       "      <td>0.386504</td>\n",
       "      <td>1.509923</td>\n",
       "      <td>-1.509923</td>\n",
       "      <td>-17.145500</td>\n",
       "      <td>-0.387209</td>\n",
       "      <td>-0.336186</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.127724</td>\n",
       "      <td>0.016313</td>\n",
       "      <td>0.359631</td>\n",
       "      <td>-0.108017</td>\n",
       "      <td>0.469502</td>\n",
       "      <td>-0.469502</td>\n",
       "      <td>-25.565697</td>\n",
       "      <td>-0.502589</td>\n",
       "      <td>-0.501288</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.016613</td>\n",
       "      <td>0.000276</td>\n",
       "      <td>0.501563</td>\n",
       "      <td>-0.465890</td>\n",
       "      <td>0.535957</td>\n",
       "      <td>-0.535957</td>\n",
       "      <td>-77.823814</td>\n",
       "      <td>-1.519193</td>\n",
       "      <td>-1.525957</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.028265</td>\n",
       "      <td>0.000799</td>\n",
       "      <td>1.526219</td>\n",
       "      <td>-1.468685</td>\n",
       "      <td>1.564035</td>\n",
       "      <td>-1.564035</td>\n",
       "      <td>-36.996349</td>\n",
       "      <td>-0.727857</td>\n",
       "      <td>-0.725419</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.007882</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.725461</td>\n",
       "      <td>-0.705429</td>\n",
       "      <td>0.735931</td>\n",
       "      <td>-0.735931</td>\n",
       "      <td>58.453831</td>\n",
       "      <td>0.779782</td>\n",
       "      <td>1.146154</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.682839</td>\n",
       "      <td>0.466269</td>\n",
       "      <td>1.334143</td>\n",
       "      <td>2.093526</td>\n",
       "      <td>2.093526</td>\n",
       "      <td>0.433132</td>\n",
       "      <td>-52.249134</td>\n",
       "      <td>-1.582441</td>\n",
       "      <td>-1.024493</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.815997</td>\n",
       "      <td>0.665852</td>\n",
       "      <td>1.309747</td>\n",
       "      <td>0.419112</td>\n",
       "      <td>1.718448</td>\n",
       "      <td>-1.718448</td>\n",
       "      <td>-22.941730</td>\n",
       "      <td>-0.449813</td>\n",
       "      <td>-0.449838</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.179541</td>\n",
       "      <td>0.032235</td>\n",
       "      <td>0.484344</td>\n",
       "      <td>-0.149044</td>\n",
       "      <td>0.718254</td>\n",
       "      <td>-0.718254</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-22.630985</td>\n",
       "      <td>-0.572027</td>\n",
       "      <td>-0.443745</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.548965</td>\n",
       "      <td>0.301363</td>\n",
       "      <td>0.705884</td>\n",
       "      <td>0.844384</td>\n",
       "      <td>1.284441</td>\n",
       "      <td>-1.284441</td>\n",
       "      <td>-43.583847</td>\n",
       "      <td>-1.497262</td>\n",
       "      <td>-0.854585</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.019406</td>\n",
       "      <td>1.039188</td>\n",
       "      <td>1.330227</td>\n",
       "      <td>1.096710</td>\n",
       "      <td>1.692231</td>\n",
       "      <td>-1.692231</td>\n",
       "      <td>-31.147585</td>\n",
       "      <td>-0.398927</td>\n",
       "      <td>-0.610737</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.360847</td>\n",
       "      <td>0.130210</td>\n",
       "      <td>0.709373</td>\n",
       "      <td>-0.256470</td>\n",
       "      <td>1.562690</td>\n",
       "      <td>-1.562690</td>\n",
       "      <td>35.902119</td>\n",
       "      <td>0.479088</td>\n",
       "      <td>0.703963</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.365270</td>\n",
       "      <td>0.133422</td>\n",
       "      <td>0.793087</td>\n",
       "      <td>1.559241</td>\n",
       "      <td>1.559241</td>\n",
       "      <td>0.320613</td>\n",
       "      <td>-26.475592</td>\n",
       "      <td>-1.411000</td>\n",
       "      <td>-0.519129</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.250764</td>\n",
       "      <td>1.564410</td>\n",
       "      <td>1.354218</td>\n",
       "      <td>1.246734</td>\n",
       "      <td>1.762012</td>\n",
       "      <td>-1.762012</td>\n",
       "      <td>-34.175106</td>\n",
       "      <td>-0.647045</td>\n",
       "      <td>-0.670100</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.273988</td>\n",
       "      <td>0.075069</td>\n",
       "      <td>0.723950</td>\n",
       "      <td>-0.189910</td>\n",
       "      <td>1.339854</td>\n",
       "      <td>-1.339854</td>\n",
       "      <td>-25.383873</td>\n",
       "      <td>-0.599582</td>\n",
       "      <td>-0.497723</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.304314</td>\n",
       "      <td>0.092607</td>\n",
       "      <td>0.583383</td>\n",
       "      <td>0.198417</td>\n",
       "      <td>0.860741</td>\n",
       "      <td>-0.860741</td>\n",
       "      <td>-23.190578</td>\n",
       "      <td>-0.632231</td>\n",
       "      <td>-0.454717</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.267774</td>\n",
       "      <td>0.071703</td>\n",
       "      <td>0.527703</td>\n",
       "      <td>0.086810</td>\n",
       "      <td>0.735903</td>\n",
       "      <td>-0.735903</td>\n",
       "      <td>-9.272245</td>\n",
       "      <td>0.044390</td>\n",
       "      <td>-0.181809</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.310334</td>\n",
       "      <td>0.096307</td>\n",
       "      <td>0.359668</td>\n",
       "      <td>0.103880</td>\n",
       "      <td>0.687320</td>\n",
       "      <td>-0.687320</td>\n",
       "      <td>33.800453</td>\n",
       "      <td>0.639043</td>\n",
       "      <td>0.662754</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.155807</td>\n",
       "      <td>0.024276</td>\n",
       "      <td>0.680822</td>\n",
       "      <td>0.971393</td>\n",
       "      <td>0.971393</td>\n",
       "      <td>0.338048</td>\n",
       "      <td>-20.350363</td>\n",
       "      <td>-0.685427</td>\n",
       "      <td>-0.399027</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.401511</td>\n",
       "      <td>0.161211</td>\n",
       "      <td>0.566068</td>\n",
       "      <td>0.388883</td>\n",
       "      <td>0.798647</td>\n",
       "      <td>-0.798647</td>\n",
       "      <td>-22.385489</td>\n",
       "      <td>-0.310659</td>\n",
       "      <td>-0.438931</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.202867</td>\n",
       "      <td>0.041155</td>\n",
       "      <td>0.483545</td>\n",
       "      <td>-0.223507</td>\n",
       "      <td>0.780465</td>\n",
       "      <td>-0.780465</td>\n",
       "      <td>-23.431786</td>\n",
       "      <td>-0.607775</td>\n",
       "      <td>-0.459447</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.502495</td>\n",
       "      <td>0.252501</td>\n",
       "      <td>0.680876</td>\n",
       "      <td>0.557547</td>\n",
       "      <td>1.097538</td>\n",
       "      <td>-1.097538</td>\n",
       "      <td>-35.239632</td>\n",
       "      <td>-1.173477</td>\n",
       "      <td>-0.690973</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.790543</td>\n",
       "      <td>0.624958</td>\n",
       "      <td>1.049953</td>\n",
       "      <td>0.850109</td>\n",
       "      <td>1.334061</td>\n",
       "      <td>-1.334061</td>\n",
       "      <td>-23.722792</td>\n",
       "      <td>-0.263811</td>\n",
       "      <td>-0.465153</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.304623</td>\n",
       "      <td>0.092795</td>\n",
       "      <td>0.556024</td>\n",
       "      <td>-0.096469</td>\n",
       "      <td>1.355410</td>\n",
       "      <td>-1.355410</td>\n",
       "      <td>36.532707</td>\n",
       "      <td>0.576822</td>\n",
       "      <td>0.716328</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.285204</td>\n",
       "      <td>0.081341</td>\n",
       "      <td>0.771016</td>\n",
       "      <td>1.347809</td>\n",
       "      <td>1.347809</td>\n",
       "      <td>0.321302</td>\n",
       "      <td>-23.286812</td>\n",
       "      <td>-1.098079</td>\n",
       "      <td>-0.456604</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.934937</td>\n",
       "      <td>0.874106</td>\n",
       "      <td>1.040478</td>\n",
       "      <td>0.973006</td>\n",
       "      <td>1.405902</td>\n",
       "      <td>-1.405902</td>\n",
       "      <td>-31.214712</td>\n",
       "      <td>-0.552194</td>\n",
       "      <td>-0.612053</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.146669</td>\n",
       "      <td>0.021512</td>\n",
       "      <td>0.629381</td>\n",
       "      <td>-0.445301</td>\n",
       "      <td>1.042179</td>\n",
       "      <td>-1.042179</td>\n",
       "      <td>-23.984716</td>\n",
       "      <td>-0.675121</td>\n",
       "      <td>-0.470289</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.554180</td>\n",
       "      <td>0.307116</td>\n",
       "      <td>0.726834</td>\n",
       "      <td>0.807535</td>\n",
       "      <td>1.182987</td>\n",
       "      <td>-1.182987</td>\n",
       "      <td>-39.006611</td>\n",
       "      <td>-1.346193</td>\n",
       "      <td>-0.764835</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.884366</td>\n",
       "      <td>0.782103</td>\n",
       "      <td>1.169220</td>\n",
       "      <td>1.003716</td>\n",
       "      <td>1.507433</td>\n",
       "      <td>-1.507433</td>\n",
       "      <td>-28.776979</td>\n",
       "      <td>-0.436710</td>\n",
       "      <td>-0.564255</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.328655</td>\n",
       "      <td>0.108014</td>\n",
       "      <td>0.652991</td>\n",
       "      <td>-0.268483</td>\n",
       "      <td>1.373182</td>\n",
       "      <td>-1.373182</td>\n",
       "      <td>33.181316</td>\n",
       "      <td>0.482228</td>\n",
       "      <td>0.650614</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.366002</td>\n",
       "      <td>0.133957</td>\n",
       "      <td>0.746496</td>\n",
       "      <td>1.554717</td>\n",
       "      <td>1.554717</td>\n",
       "      <td>0.254808</td>\n",
       "      <td>-25.558233</td>\n",
       "      <td>-1.347874</td>\n",
       "      <td>-0.501142</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.110295</td>\n",
       "      <td>1.232755</td>\n",
       "      <td>1.218153</td>\n",
       "      <td>1.149943</td>\n",
       "      <td>1.741076</td>\n",
       "      <td>-1.741076</td>\n",
       "      <td>-33.443592</td>\n",
       "      <td>-0.659850</td>\n",
       "      <td>-0.655757</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.246830</td>\n",
       "      <td>0.060925</td>\n",
       "      <td>0.700673</td>\n",
       "      <td>-0.250632</td>\n",
       "      <td>1.340311</td>\n",
       "      <td>-1.340311</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-35.085182</td>\n",
       "      <td>-0.687561</td>\n",
       "      <td>-0.687945</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.030869</td>\n",
       "      <td>0.000953</td>\n",
       "      <td>0.688637</td>\n",
       "      <td>-0.624283</td>\n",
       "      <td>0.739868</td>\n",
       "      <td>-0.739868</td>\n",
       "      <td>-106.435272</td>\n",
       "      <td>-2.126637</td>\n",
       "      <td>-2.086966</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.089233</td>\n",
       "      <td>0.007963</td>\n",
       "      <td>2.088873</td>\n",
       "      <td>-1.959578</td>\n",
       "      <td>2.215342</td>\n",
       "      <td>-2.215342</td>\n",
       "      <td>-43.562584</td>\n",
       "      <td>-0.854689</td>\n",
       "      <td>-0.854168</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.032274</td>\n",
       "      <td>0.001042</td>\n",
       "      <td>0.854778</td>\n",
       "      <td>-0.801072</td>\n",
       "      <td>0.912399</td>\n",
       "      <td>-0.912399</td>\n",
       "      <td>73.886467</td>\n",
       "      <td>1.213113</td>\n",
       "      <td>1.448754</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.694268</td>\n",
       "      <td>0.482008</td>\n",
       "      <td>1.606517</td>\n",
       "      <td>2.342902</td>\n",
       "      <td>2.342902</td>\n",
       "      <td>0.642018</td>\n",
       "      <td>-67.402786</td>\n",
       "      <td>-2.043274</td>\n",
       "      <td>-1.321623</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.021520</td>\n",
       "      <td>1.043502</td>\n",
       "      <td>1.670386</td>\n",
       "      <td>0.217647</td>\n",
       "      <td>2.288412</td>\n",
       "      <td>-2.288412</td>\n",
       "      <td>-40.294270</td>\n",
       "      <td>-0.799205</td>\n",
       "      <td>-0.790084</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.048503</td>\n",
       "      <td>0.002353</td>\n",
       "      <td>0.791571</td>\n",
       "      <td>-0.688059</td>\n",
       "      <td>0.888159</td>\n",
       "      <td>-0.888159</td>\n",
       "      <td>-34.629044</td>\n",
       "      <td>-0.681434</td>\n",
       "      <td>-0.679001</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.017385</td>\n",
       "      <td>0.000302</td>\n",
       "      <td>0.679223</td>\n",
       "      <td>-0.649223</td>\n",
       "      <td>0.703762</td>\n",
       "      <td>-0.703762</td>\n",
       "      <td>-40.258858</td>\n",
       "      <td>-0.804071</td>\n",
       "      <td>-0.789389</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.033163</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>0.790086</td>\n",
       "      <td>-0.741303</td>\n",
       "      <td>0.842110</td>\n",
       "      <td>-0.842110</td>\n",
       "      <td>-12.998519</td>\n",
       "      <td>-0.267240</td>\n",
       "      <td>-0.254873</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.017719</td>\n",
       "      <td>0.000314</td>\n",
       "      <td>0.255488</td>\n",
       "      <td>-0.224532</td>\n",
       "      <td>0.273925</td>\n",
       "      <td>-0.273925</td>\n",
       "      <td>47.912884</td>\n",
       "      <td>0.805694</td>\n",
       "      <td>0.939468</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.229189</td>\n",
       "      <td>0.052528</td>\n",
       "      <td>0.967020</td>\n",
       "      <td>1.233679</td>\n",
       "      <td>1.233679</td>\n",
       "      <td>0.697387</td>\n",
       "      <td>-28.587210</td>\n",
       "      <td>-0.880814</td>\n",
       "      <td>-0.560534</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.403328</td>\n",
       "      <td>0.162674</td>\n",
       "      <td>0.690559</td>\n",
       "      <td>0.038331</td>\n",
       "      <td>0.921428</td>\n",
       "      <td>-0.921428</td>\n",
       "      <td>-10.081242</td>\n",
       "      <td>-0.202227</td>\n",
       "      <td>-0.197671</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.030237</td>\n",
       "      <td>0.000914</td>\n",
       "      <td>0.199971</td>\n",
       "      <td>-0.156339</td>\n",
       "      <td>0.284775</td>\n",
       "      <td>-0.284775</td>\n",
       "      <td>-33.949532</td>\n",
       "      <td>-0.670309</td>\n",
       "      <td>-0.665677</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.022919</td>\n",
       "      <td>0.000525</td>\n",
       "      <td>0.666072</td>\n",
       "      <td>-0.629390</td>\n",
       "      <td>0.697200</td>\n",
       "      <td>-0.697200</td>\n",
       "      <td>-85.588051</td>\n",
       "      <td>-1.724138</td>\n",
       "      <td>-1.678197</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.080795</td>\n",
       "      <td>0.006528</td>\n",
       "      <td>1.680141</td>\n",
       "      <td>-1.563966</td>\n",
       "      <td>1.791635</td>\n",
       "      <td>-1.791635</td>\n",
       "      <td>-36.548447</td>\n",
       "      <td>-0.725060</td>\n",
       "      <td>-0.716636</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.030728</td>\n",
       "      <td>0.000944</td>\n",
       "      <td>0.717295</td>\n",
       "      <td>-0.671330</td>\n",
       "      <td>0.760870</td>\n",
       "      <td>-0.760870</td>\n",
       "      <td>65.181526</td>\n",
       "      <td>1.113361</td>\n",
       "      <td>1.278069</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.494449</td>\n",
       "      <td>0.244479</td>\n",
       "      <td>1.370380</td>\n",
       "      <td>1.934985</td>\n",
       "      <td>1.934985</td>\n",
       "      <td>0.748902</td>\n",
       "      <td>-54.790508</td>\n",
       "      <td>-1.635758</td>\n",
       "      <td>-1.074324</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.817957</td>\n",
       "      <td>0.669053</td>\n",
       "      <td>1.350268</td>\n",
       "      <td>0.139169</td>\n",
       "      <td>1.839433</td>\n",
       "      <td>-1.839433</td>\n",
       "      <td>-28.428947</td>\n",
       "      <td>-0.573270</td>\n",
       "      <td>-0.557430</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.053855</td>\n",
       "      <td>0.002900</td>\n",
       "      <td>0.560026</td>\n",
       "      <td>-0.439413</td>\n",
       "      <td>0.630352</td>\n",
       "      <td>-0.630352</td>\n",
       "      <td>-26.714603</td>\n",
       "      <td>-0.519391</td>\n",
       "      <td>-0.523816</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.032224</td>\n",
       "      <td>0.001038</td>\n",
       "      <td>0.524806</td>\n",
       "      <td>-0.489540</td>\n",
       "      <td>0.659033</td>\n",
       "      <td>-0.659033</td>\n",
       "      <td>-93.493767</td>\n",
       "      <td>-1.865099</td>\n",
       "      <td>-1.833211</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.092432</td>\n",
       "      <td>0.008544</td>\n",
       "      <td>1.835540</td>\n",
       "      <td>-1.700841</td>\n",
       "      <td>2.010093</td>\n",
       "      <td>-2.010093</td>\n",
       "      <td>-43.577209</td>\n",
       "      <td>-0.860299</td>\n",
       "      <td>-0.854455</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.049561</td>\n",
       "      <td>0.002456</td>\n",
       "      <td>0.855891</td>\n",
       "      <td>-0.796042</td>\n",
       "      <td>1.014816</td>\n",
       "      <td>-1.014816</td>\n",
       "      <td>65.893486</td>\n",
       "      <td>1.051441</td>\n",
       "      <td>1.292029</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.685999</td>\n",
       "      <td>0.470595</td>\n",
       "      <td>1.462851</td>\n",
       "      <td>2.178514</td>\n",
       "      <td>2.178514</td>\n",
       "      <td>0.574974</td>\n",
       "      <td>-64.151787</td>\n",
       "      <td>-1.856631</td>\n",
       "      <td>-1.257878</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.804017</td>\n",
       "      <td>0.646444</td>\n",
       "      <td>1.492884</td>\n",
       "      <td>-0.037161</td>\n",
       "      <td>2.008020</td>\n",
       "      <td>-2.008020</td>\n",
       "      <td>-39.252415</td>\n",
       "      <td>-0.786807</td>\n",
       "      <td>-0.769655</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.054600</td>\n",
       "      <td>0.002981</td>\n",
       "      <td>0.771589</td>\n",
       "      <td>-0.582144</td>\n",
       "      <td>0.898071</td>\n",
       "      <td>-0.898071</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9.418392</td>\n",
       "      <td>0.124306</td>\n",
       "      <td>0.184674</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.683525</td>\n",
       "      <td>0.467206</td>\n",
       "      <td>0.708033</td>\n",
       "      <td>1.098620</td>\n",
       "      <td>1.098620</td>\n",
       "      <td>-0.619085</td>\n",
       "      <td>-65.183624</td>\n",
       "      <td>-1.598239</td>\n",
       "      <td>-1.278110</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.931468</td>\n",
       "      <td>0.867632</td>\n",
       "      <td>1.581518</td>\n",
       "      <td>0.194134</td>\n",
       "      <td>2.234432</td>\n",
       "      <td>-2.234432</td>\n",
       "      <td>-41.886803</td>\n",
       "      <td>-0.976904</td>\n",
       "      <td>-0.821310</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.252251</td>\n",
       "      <td>0.063631</td>\n",
       "      <td>0.859174</td>\n",
       "      <td>-0.396303</td>\n",
       "      <td>1.147354</td>\n",
       "      <td>-1.147354</td>\n",
       "      <td>45.166958</td>\n",
       "      <td>0.801148</td>\n",
       "      <td>0.885627</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.278827</td>\n",
       "      <td>0.077744</td>\n",
       "      <td>0.928482</td>\n",
       "      <td>1.635586</td>\n",
       "      <td>1.635586</td>\n",
       "      <td>0.577137</td>\n",
       "      <td>-35.295097</td>\n",
       "      <td>-1.093421</td>\n",
       "      <td>-0.692061</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.567398</td>\n",
       "      <td>2.456736</td>\n",
       "      <td>1.713384</td>\n",
       "      <td>1.325327</td>\n",
       "      <td>2.416220</td>\n",
       "      <td>-2.416220</td>\n",
       "      <td>-19.785007</td>\n",
       "      <td>-0.294643</td>\n",
       "      <td>-0.387941</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.282500</td>\n",
       "      <td>0.079806</td>\n",
       "      <td>0.479901</td>\n",
       "      <td>-0.008022</td>\n",
       "      <td>0.944945</td>\n",
       "      <td>-0.944945</td>\n",
       "      <td>-28.304108</td>\n",
       "      <td>-0.693464</td>\n",
       "      <td>-0.554982</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.202652</td>\n",
       "      <td>0.041068</td>\n",
       "      <td>0.590824</td>\n",
       "      <td>-0.242434</td>\n",
       "      <td>0.741845</td>\n",
       "      <td>-0.741845</td>\n",
       "      <td>-36.350716</td>\n",
       "      <td>-0.670180</td>\n",
       "      <td>-0.712759</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.144370</td>\n",
       "      <td>0.020843</td>\n",
       "      <td>0.727233</td>\n",
       "      <td>-0.523174</td>\n",
       "      <td>0.890112</td>\n",
       "      <td>-0.890112</td>\n",
       "      <td>-28.392370</td>\n",
       "      <td>-0.522761</td>\n",
       "      <td>-0.556713</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.107739</td>\n",
       "      <td>0.011608</td>\n",
       "      <td>0.567042</td>\n",
       "      <td>-0.435334</td>\n",
       "      <td>0.710886</td>\n",
       "      <td>-0.710886</td>\n",
       "      <td>38.783321</td>\n",
       "      <td>0.658475</td>\n",
       "      <td>0.760457</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.165045</td>\n",
       "      <td>0.027240</td>\n",
       "      <td>0.778161</td>\n",
       "      <td>1.025254</td>\n",
       "      <td>1.025254</td>\n",
       "      <td>0.573761</td>\n",
       "      <td>-29.159790</td>\n",
       "      <td>-0.807073</td>\n",
       "      <td>-0.571761</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.451058</td>\n",
       "      <td>0.203453</td>\n",
       "      <td>0.728260</td>\n",
       "      <td>0.058212</td>\n",
       "      <td>1.089511</td>\n",
       "      <td>-1.089511</td>\n",
       "      <td>-0.357431</td>\n",
       "      <td>0.210966</td>\n",
       "      <td>-0.007008</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.359132</td>\n",
       "      <td>0.128976</td>\n",
       "      <td>0.359200</td>\n",
       "      <td>0.358109</td>\n",
       "      <td>0.519043</td>\n",
       "      <td>-0.519043</td>\n",
       "      <td>-6.840534</td>\n",
       "      <td>-0.255334</td>\n",
       "      <td>-0.134128</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.504682</td>\n",
       "      <td>0.254704</td>\n",
       "      <td>0.522201</td>\n",
       "      <td>0.582558</td>\n",
       "      <td>0.693457</td>\n",
       "      <td>-0.693457</td>\n",
       "      <td>-55.873280</td>\n",
       "      <td>-1.168818</td>\n",
       "      <td>-1.095554</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.563111</td>\n",
       "      <td>0.317094</td>\n",
       "      <td>1.231801</td>\n",
       "      <td>-0.219940</td>\n",
       "      <td>1.721503</td>\n",
       "      <td>-1.721503</td>\n",
       "      <td>-37.602516</td>\n",
       "      <td>-0.815972</td>\n",
       "      <td>-0.737304</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.176043</td>\n",
       "      <td>0.030991</td>\n",
       "      <td>0.758029</td>\n",
       "      <td>-0.360776</td>\n",
       "      <td>0.927193</td>\n",
       "      <td>-0.927193</td>\n",
       "      <td>43.445599</td>\n",
       "      <td>0.848623</td>\n",
       "      <td>0.851875</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.218035</td>\n",
       "      <td>0.047539</td>\n",
       "      <td>0.879335</td>\n",
       "      <td>1.345085</td>\n",
       "      <td>1.345085</td>\n",
       "      <td>0.596721</td>\n",
       "      <td>-33.225483</td>\n",
       "      <td>-1.050173</td>\n",
       "      <td>-0.651480</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.146453</td>\n",
       "      <td>1.314353</td>\n",
       "      <td>1.318628</td>\n",
       "      <td>0.890806</td>\n",
       "      <td>1.963266</td>\n",
       "      <td>-1.963266</td>\n",
       "      <td>-12.263644</td>\n",
       "      <td>-0.319137</td>\n",
       "      <td>-0.240464</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.276771</td>\n",
       "      <td>0.076602</td>\n",
       "      <td>0.366640</td>\n",
       "      <td>0.244209</td>\n",
       "      <td>0.701782</td>\n",
       "      <td>-0.701782</td>\n",
       "      <td>-1.089832</td>\n",
       "      <td>-0.055650</td>\n",
       "      <td>-0.021369</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.549241</td>\n",
       "      <td>0.301665</td>\n",
       "      <td>0.549656</td>\n",
       "      <td>0.656405</td>\n",
       "      <td>0.802634</td>\n",
       "      <td>-0.802634</td>\n",
       "      <td>-58.871620</td>\n",
       "      <td>-1.318070</td>\n",
       "      <td>-1.154346</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.793757</td>\n",
       "      <td>0.630050</td>\n",
       "      <td>1.400915</td>\n",
       "      <td>0.036103</td>\n",
       "      <td>2.034981</td>\n",
       "      <td>-2.034981</td>\n",
       "      <td>-38.605354</td>\n",
       "      <td>-0.873019</td>\n",
       "      <td>-0.756968</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.309986</td>\n",
       "      <td>0.096091</td>\n",
       "      <td>0.817980</td>\n",
       "      <td>-0.183816</td>\n",
       "      <td>1.145963</td>\n",
       "      <td>-1.145963</td>\n",
       "      <td>44.849518</td>\n",
       "      <td>0.865092</td>\n",
       "      <td>0.879402</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.278859</td>\n",
       "      <td>0.077762</td>\n",
       "      <td>0.922557</td>\n",
       "      <td>1.511787</td>\n",
       "      <td>1.511787</td>\n",
       "      <td>0.490558</td>\n",
       "      <td>-35.374996</td>\n",
       "      <td>-1.168080</td>\n",
       "      <td>-0.693627</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.392385</td>\n",
       "      <td>1.938735</td>\n",
       "      <td>1.555588</td>\n",
       "      <td>1.122289</td>\n",
       "      <td>2.264597</td>\n",
       "      <td>-2.264597</td>\n",
       "      <td>-23.718605</td>\n",
       "      <td>-0.533045</td>\n",
       "      <td>-0.465071</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.283010</td>\n",
       "      <td>0.080095</td>\n",
       "      <td>0.544413</td>\n",
       "      <td>0.070285</td>\n",
       "      <td>0.913923</td>\n",
       "      <td>-0.913923</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.670717</td>\n",
       "      <td>-0.551674</td>\n",
       "      <td>0.013151</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.796336</td>\n",
       "      <td>0.634151</td>\n",
       "      <td>0.796444</td>\n",
       "      <td>1.303428</td>\n",
       "      <td>1.303428</td>\n",
       "      <td>-0.740258</td>\n",
       "      <td>-82.721443</td>\n",
       "      <td>-2.117861</td>\n",
       "      <td>-1.621989</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.745800</td>\n",
       "      <td>0.556218</td>\n",
       "      <td>1.785236</td>\n",
       "      <td>-0.325693</td>\n",
       "      <td>2.317141</td>\n",
       "      <td>-2.317141</td>\n",
       "      <td>-42.753490</td>\n",
       "      <td>-0.679642</td>\n",
       "      <td>-0.838304</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.347571</td>\n",
       "      <td>0.120805</td>\n",
       "      <td>0.907501</td>\n",
       "      <td>-0.450540</td>\n",
       "      <td>1.606419</td>\n",
       "      <td>-1.606419</td>\n",
       "      <td>43.941456</td>\n",
       "      <td>0.675603</td>\n",
       "      <td>0.861597</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.571390</td>\n",
       "      <td>0.326487</td>\n",
       "      <td>1.033845</td>\n",
       "      <td>2.105319</td>\n",
       "      <td>2.105319</td>\n",
       "      <td>0.364709</td>\n",
       "      <td>-54.047619</td>\n",
       "      <td>-2.158519</td>\n",
       "      <td>-1.059757</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.451326</td>\n",
       "      <td>2.106348</td>\n",
       "      <td>1.797063</td>\n",
       "      <td>1.128832</td>\n",
       "      <td>2.503777</td>\n",
       "      <td>-2.503777</td>\n",
       "      <td>-8.701278</td>\n",
       "      <td>-0.097304</td>\n",
       "      <td>-0.170613</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.254706</td>\n",
       "      <td>0.064875</td>\n",
       "      <td>0.306568</td>\n",
       "      <td>0.143676</td>\n",
       "      <td>0.995945</td>\n",
       "      <td>-0.995945</td>\n",
       "      <td>-25.513714</td>\n",
       "      <td>-0.696055</td>\n",
       "      <td>-0.500269</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.274384</td>\n",
       "      <td>0.075287</td>\n",
       "      <td>0.570575</td>\n",
       "      <td>0.089958</td>\n",
       "      <td>0.745964</td>\n",
       "      <td>-0.745964</td>\n",
       "      <td>-37.482643</td>\n",
       "      <td>-0.790602</td>\n",
       "      <td>-0.734954</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.116809</td>\n",
       "      <td>0.013644</td>\n",
       "      <td>0.744178</td>\n",
       "      <td>-0.541465</td>\n",
       "      <td>0.878685</td>\n",
       "      <td>-0.878685</td>\n",
       "      <td>-33.195599</td>\n",
       "      <td>-0.672431</td>\n",
       "      <td>-0.650894</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.199584</td>\n",
       "      <td>0.039834</td>\n",
       "      <td>0.680806</td>\n",
       "      <td>-0.429070</td>\n",
       "      <td>0.989809</td>\n",
       "      <td>-0.989809</td>\n",
       "      <td>34.543270</td>\n",
       "      <td>0.566918</td>\n",
       "      <td>0.677319</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.293252</td>\n",
       "      <td>0.085997</td>\n",
       "      <td>0.738077</td>\n",
       "      <td>1.267009</td>\n",
       "      <td>1.267009</td>\n",
       "      <td>0.387009</td>\n",
       "      <td>-30.752882</td>\n",
       "      <td>-0.775993</td>\n",
       "      <td>-0.602998</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.315380</td>\n",
       "      <td>0.099464</td>\n",
       "      <td>0.680493</td>\n",
       "      <td>0.063736</td>\n",
       "      <td>1.075059</td>\n",
       "      <td>-1.075059</td>\n",
       "      <td>5.405560</td>\n",
       "      <td>0.286917</td>\n",
       "      <td>0.105991</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.283277</td>\n",
       "      <td>0.080246</td>\n",
       "      <td>0.302456</td>\n",
       "      <td>0.384380</td>\n",
       "      <td>0.392310</td>\n",
       "      <td>-0.392310</td>\n",
       "      <td>-10.194630</td>\n",
       "      <td>-0.575963</td>\n",
       "      <td>-0.199895</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.608274</td>\n",
       "      <td>0.369997</td>\n",
       "      <td>0.640277</td>\n",
       "      <td>0.946359</td>\n",
       "      <td>0.946359</td>\n",
       "      <td>-0.750195</td>\n",
       "      <td>-67.181175</td>\n",
       "      <td>-1.644588</td>\n",
       "      <td>-1.317278</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.480866</td>\n",
       "      <td>0.231232</td>\n",
       "      <td>1.402303</td>\n",
       "      <td>-0.524218</td>\n",
       "      <td>1.829902</td>\n",
       "      <td>-1.829902</td>\n",
       "      <td>-42.235485</td>\n",
       "      <td>-0.693468</td>\n",
       "      <td>-0.828147</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.266756</td>\n",
       "      <td>0.071159</td>\n",
       "      <td>0.870049</td>\n",
       "      <td>-0.607596</td>\n",
       "      <td>1.443514</td>\n",
       "      <td>-1.443514</td>\n",
       "      <td>42.286137</td>\n",
       "      <td>0.849937</td>\n",
       "      <td>0.829140</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.445894</td>\n",
       "      <td>0.198822</td>\n",
       "      <td>0.941432</td>\n",
       "      <td>1.798162</td>\n",
       "      <td>1.798162</td>\n",
       "      <td>0.406039</td>\n",
       "      <td>-45.729931</td>\n",
       "      <td>-1.668248</td>\n",
       "      <td>-0.896665</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.043643</td>\n",
       "      <td>1.089190</td>\n",
       "      <td>1.375936</td>\n",
       "      <td>0.752602</td>\n",
       "      <td>2.014132</td>\n",
       "      <td>-2.014132</td>\n",
       "      <td>-2.545863</td>\n",
       "      <td>0.035224</td>\n",
       "      <td>-0.049919</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.176097</td>\n",
       "      <td>0.031010</td>\n",
       "      <td>0.183036</td>\n",
       "      <td>0.169495</td>\n",
       "      <td>0.488377</td>\n",
       "      <td>-0.488377</td>\n",
       "      <td>-7.721382</td>\n",
       "      <td>-0.629895</td>\n",
       "      <td>-0.151400</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.731868</td>\n",
       "      <td>0.535631</td>\n",
       "      <td>0.747364</td>\n",
       "      <td>1.081553</td>\n",
       "      <td>1.081553</td>\n",
       "      <td>-0.841546</td>\n",
       "      <td>-73.237610</td>\n",
       "      <td>-1.826482</td>\n",
       "      <td>-1.436032</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.668636</td>\n",
       "      <td>0.447074</td>\n",
       "      <td>1.584065</td>\n",
       "      <td>-0.235637</td>\n",
       "      <td>2.140610</td>\n",
       "      <td>-2.140610</td>\n",
       "      <td>-44.032135</td>\n",
       "      <td>-0.673831</td>\n",
       "      <td>-0.863375</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.386634</td>\n",
       "      <td>0.149486</td>\n",
       "      <td>0.945993</td>\n",
       "      <td>-0.419474</td>\n",
       "      <td>1.715174</td>\n",
       "      <td>-1.715174</td>\n",
       "      <td>41.510166</td>\n",
       "      <td>0.733873</td>\n",
       "      <td>0.813925</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.506757</td>\n",
       "      <td>0.256803</td>\n",
       "      <td>0.958789</td>\n",
       "      <td>1.993738</td>\n",
       "      <td>1.993738</td>\n",
       "      <td>0.362309</td>\n",
       "      <td>-50.167858</td>\n",
       "      <td>-1.763661</td>\n",
       "      <td>-0.983684</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.247509</td>\n",
       "      <td>1.556279</td>\n",
       "      <td>1.588683</td>\n",
       "      <td>0.955917</td>\n",
       "      <td>2.361580</td>\n",
       "      <td>-2.361580</td>\n",
       "      <td>-8.757638</td>\n",
       "      <td>-0.146574</td>\n",
       "      <td>-0.171718</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.236743</td>\n",
       "      <td>0.056047</td>\n",
       "      <td>0.292463</td>\n",
       "      <td>0.202188</td>\n",
       "      <td>0.984318</td>\n",
       "      <td>-0.984318</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-50.560036</td>\n",
       "      <td>-0.925159</td>\n",
       "      <td>-0.991373</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.970520</td>\n",
       "      <td>0.941910</td>\n",
       "      <td>1.387347</td>\n",
       "      <td>0.800761</td>\n",
       "      <td>2.398621</td>\n",
       "      <td>-2.398621</td>\n",
       "      <td>-30.233727</td>\n",
       "      <td>-0.178814</td>\n",
       "      <td>-0.592818</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.103251</td>\n",
       "      <td>1.217162</td>\n",
       "      <td>1.252436</td>\n",
       "      <td>0.972976</td>\n",
       "      <td>2.095890</td>\n",
       "      <td>-2.095890</td>\n",
       "      <td>-42.399975</td>\n",
       "      <td>-0.641855</td>\n",
       "      <td>-0.831372</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.369349</td>\n",
       "      <td>0.136419</td>\n",
       "      <td>0.909724</td>\n",
       "      <td>-0.293571</td>\n",
       "      <td>1.665465</td>\n",
       "      <td>-1.665465</td>\n",
       "      <td>39.197685</td>\n",
       "      <td>0.735326</td>\n",
       "      <td>0.768582</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.972865</td>\n",
       "      <td>0.946467</td>\n",
       "      <td>1.239833</td>\n",
       "      <td>2.223790</td>\n",
       "      <td>2.223790</td>\n",
       "      <td>-0.900167</td>\n",
       "      <td>-25.861439</td>\n",
       "      <td>0.006240</td>\n",
       "      <td>-0.507087</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.103717</td>\n",
       "      <td>1.218190</td>\n",
       "      <td>1.214631</td>\n",
       "      <td>1.036380</td>\n",
       "      <td>2.057254</td>\n",
       "      <td>-2.057254</td>\n",
       "      <td>-54.733055</td>\n",
       "      <td>-0.955823</td>\n",
       "      <td>-1.073197</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.341752</td>\n",
       "      <td>0.116795</td>\n",
       "      <td>1.126298</td>\n",
       "      <td>-0.407128</td>\n",
       "      <td>1.797132</td>\n",
       "      <td>-1.797132</td>\n",
       "      <td>-43.710899</td>\n",
       "      <td>-0.780402</td>\n",
       "      <td>-0.857076</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.244302</td>\n",
       "      <td>0.059683</td>\n",
       "      <td>0.891215</td>\n",
       "      <td>-0.568018</td>\n",
       "      <td>1.237588</td>\n",
       "      <td>-1.237588</td>\n",
       "      <td>-16.875654</td>\n",
       "      <td>-0.136531</td>\n",
       "      <td>-0.330895</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.380901</td>\n",
       "      <td>0.145086</td>\n",
       "      <td>0.504557</td>\n",
       "      <td>0.301934</td>\n",
       "      <td>0.825958</td>\n",
       "      <td>-0.825958</td>\n",
       "      <td>-12.057025</td>\n",
       "      <td>-0.090500</td>\n",
       "      <td>-0.236412</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.246839</td>\n",
       "      <td>0.060929</td>\n",
       "      <td>0.341790</td>\n",
       "      <td>0.002809</td>\n",
       "      <td>0.739954</td>\n",
       "      <td>-0.739954</td>\n",
       "      <td>43.413063</td>\n",
       "      <td>0.779447</td>\n",
       "      <td>0.851237</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.224609</td>\n",
       "      <td>0.050449</td>\n",
       "      <td>0.880371</td>\n",
       "      <td>1.244718</td>\n",
       "      <td>1.244718</td>\n",
       "      <td>0.445537</td>\n",
       "      <td>-16.459957</td>\n",
       "      <td>-0.233873</td>\n",
       "      <td>-0.322744</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.378000</td>\n",
       "      <td>0.142884</td>\n",
       "      <td>0.497039</td>\n",
       "      <td>0.267569</td>\n",
       "      <td>0.802695</td>\n",
       "      <td>-0.802695</td>\n",
       "      <td>-29.580076</td>\n",
       "      <td>-0.443360</td>\n",
       "      <td>-0.580002</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.283071</td>\n",
       "      <td>0.080129</td>\n",
       "      <td>0.645392</td>\n",
       "      <td>-0.340970</td>\n",
       "      <td>1.223840</td>\n",
       "      <td>-1.223840</td>\n",
       "      <td>-46.450630</td>\n",
       "      <td>-0.899175</td>\n",
       "      <td>-0.910797</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.711464</td>\n",
       "      <td>0.506181</td>\n",
       "      <td>1.155739</td>\n",
       "      <td>0.568156</td>\n",
       "      <td>1.918004</td>\n",
       "      <td>-1.918004</td>\n",
       "      <td>-25.124174</td>\n",
       "      <td>-0.161948</td>\n",
       "      <td>-0.492631</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.804141</td>\n",
       "      <td>0.646643</td>\n",
       "      <td>0.943042</td>\n",
       "      <td>0.727019</td>\n",
       "      <td>1.617498</td>\n",
       "      <td>-1.617498</td>\n",
       "      <td>-31.201376</td>\n",
       "      <td>-0.434257</td>\n",
       "      <td>-0.611792</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.313101</td>\n",
       "      <td>0.098032</td>\n",
       "      <td>0.687256</td>\n",
       "      <td>-0.172693</td>\n",
       "      <td>1.229459</td>\n",
       "      <td>-1.229459</td>\n",
       "      <td>41.937992</td>\n",
       "      <td>0.793140</td>\n",
       "      <td>0.822314</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.641221</td>\n",
       "      <td>0.411164</td>\n",
       "      <td>1.042767</td>\n",
       "      <td>1.812513</td>\n",
       "      <td>1.812513</td>\n",
       "      <td>-0.339336</td>\n",
       "      <td>-21.495180</td>\n",
       "      <td>-0.052168</td>\n",
       "      <td>-0.421474</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.799914</td>\n",
       "      <td>0.639862</td>\n",
       "      <td>0.904158</td>\n",
       "      <td>0.620937</td>\n",
       "      <td>1.550453</td>\n",
       "      <td>-1.550453</td>\n",
       "      <td>-42.943439</td>\n",
       "      <td>-0.776023</td>\n",
       "      <td>-0.842028</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.225123</td>\n",
       "      <td>0.050680</td>\n",
       "      <td>0.871603</td>\n",
       "      <td>-0.285606</td>\n",
       "      <td>1.344810</td>\n",
       "      <td>-1.344810</td>\n",
       "      <td>-52.034657</td>\n",
       "      <td>-0.921795</td>\n",
       "      <td>-1.020287</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.898630</td>\n",
       "      <td>0.807537</td>\n",
       "      <td>1.359604</td>\n",
       "      <td>0.655126</td>\n",
       "      <td>2.344413</td>\n",
       "      <td>-2.344413</td>\n",
       "      <td>-27.837105</td>\n",
       "      <td>-0.061648</td>\n",
       "      <td>-0.545826</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.969040</td>\n",
       "      <td>0.939039</td>\n",
       "      <td>1.112189</td>\n",
       "      <td>0.931854</td>\n",
       "      <td>1.992733</td>\n",
       "      <td>-1.992733</td>\n",
       "      <td>-36.875374</td>\n",
       "      <td>-0.585629</td>\n",
       "      <td>-0.723047</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.349626</td>\n",
       "      <td>0.122238</td>\n",
       "      <td>0.803141</td>\n",
       "      <td>-0.215493</td>\n",
       "      <td>1.429438</td>\n",
       "      <td>-1.429438</td>\n",
       "      <td>40.247742</td>\n",
       "      <td>0.798090</td>\n",
       "      <td>0.789171</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.786085</td>\n",
       "      <td>0.617930</td>\n",
       "      <td>1.113877</td>\n",
       "      <td>1.984581</td>\n",
       "      <td>1.984581</td>\n",
       "      <td>-0.677269</td>\n",
       "      <td>-23.811928</td>\n",
       "      <td>-0.119661</td>\n",
       "      <td>-0.466901</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.912458</td>\n",
       "      <td>0.832579</td>\n",
       "      <td>1.024976</td>\n",
       "      <td>0.800261</td>\n",
       "      <td>1.841989</td>\n",
       "      <td>-1.841989</td>\n",
       "      <td>-52.909077</td>\n",
       "      <td>-1.040256</td>\n",
       "      <td>-1.037433</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.335496</td>\n",
       "      <td>0.112557</td>\n",
       "      <td>1.090332</td>\n",
       "      <td>-0.334281</td>\n",
       "      <td>1.676773</td>\n",
       "      <td>-1.676773</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-39.833595</td>\n",
       "      <td>-0.581072</td>\n",
       "      <td>-0.781051</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.909044</td>\n",
       "      <td>0.826360</td>\n",
       "      <td>1.198499</td>\n",
       "      <td>0.568540</td>\n",
       "      <td>2.283604</td>\n",
       "      <td>-2.283604</td>\n",
       "      <td>-38.821877</td>\n",
       "      <td>-0.786507</td>\n",
       "      <td>-0.761213</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.961909</td>\n",
       "      <td>0.925269</td>\n",
       "      <td>1.226668</td>\n",
       "      <td>0.511668</td>\n",
       "      <td>1.878216</td>\n",
       "      <td>-1.878216</td>\n",
       "      <td>-38.064991</td>\n",
       "      <td>-0.843750</td>\n",
       "      <td>-0.746372</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.289446</td>\n",
       "      <td>0.083779</td>\n",
       "      <td>0.800532</td>\n",
       "      <td>-0.137036</td>\n",
       "      <td>1.416119</td>\n",
       "      <td>-1.416119</td>\n",
       "      <td>41.832554</td>\n",
       "      <td>0.615405</td>\n",
       "      <td>0.820246</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.852135</td>\n",
       "      <td>0.726135</td>\n",
       "      <td>1.182767</td>\n",
       "      <td>2.278694</td>\n",
       "      <td>2.278694</td>\n",
       "      <td>-0.571341</td>\n",
       "      <td>-46.324547</td>\n",
       "      <td>-0.797607</td>\n",
       "      <td>-0.908324</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.966797</td>\n",
       "      <td>0.934696</td>\n",
       "      <td>1.326556</td>\n",
       "      <td>0.542440</td>\n",
       "      <td>2.116034</td>\n",
       "      <td>-2.116034</td>\n",
       "      <td>-20.751741</td>\n",
       "      <td>-0.570023</td>\n",
       "      <td>-0.406897</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.581464</td>\n",
       "      <td>0.338100</td>\n",
       "      <td>0.709694</td>\n",
       "      <td>0.768066</td>\n",
       "      <td>1.202626</td>\n",
       "      <td>-1.202626</td>\n",
       "      <td>-37.311344</td>\n",
       "      <td>-0.603243</td>\n",
       "      <td>-0.731595</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.236690</td>\n",
       "      <td>0.056022</td>\n",
       "      <td>0.768930</td>\n",
       "      <td>-0.428848</td>\n",
       "      <td>1.151210</td>\n",
       "      <td>-1.151210</td>\n",
       "      <td>-24.191328</td>\n",
       "      <td>-0.593942</td>\n",
       "      <td>-0.474340</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.321964</td>\n",
       "      <td>0.103661</td>\n",
       "      <td>0.573288</td>\n",
       "      <td>0.118205</td>\n",
       "      <td>0.778171</td>\n",
       "      <td>-0.778171</td>\n",
       "      <td>-10.869180</td>\n",
       "      <td>-0.166239</td>\n",
       "      <td>-0.213121</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.118523</td>\n",
       "      <td>0.014048</td>\n",
       "      <td>0.243861</td>\n",
       "      <td>-0.055137</td>\n",
       "      <td>0.518928</td>\n",
       "      <td>-0.518928</td>\n",
       "      <td>37.055542</td>\n",
       "      <td>0.630720</td>\n",
       "      <td>0.726579</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.187477</td>\n",
       "      <td>0.035147</td>\n",
       "      <td>0.750377</td>\n",
       "      <td>1.041933</td>\n",
       "      <td>1.041933</td>\n",
       "      <td>0.511867</td>\n",
       "      <td>-27.166332</td>\n",
       "      <td>-0.715093</td>\n",
       "      <td>-0.532673</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.297583</td>\n",
       "      <td>0.088556</td>\n",
       "      <td>0.610161</td>\n",
       "      <td>0.032286</td>\n",
       "      <td>0.820952</td>\n",
       "      <td>-0.820952</td>\n",
       "      <td>-5.845339</td>\n",
       "      <td>-0.214925</td>\n",
       "      <td>-0.114614</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.219578</td>\n",
       "      <td>0.048215</td>\n",
       "      <td>0.247691</td>\n",
       "      <td>0.302756</td>\n",
       "      <td>0.333025</td>\n",
       "      <td>-0.333025</td>\n",
       "      <td>-38.241142</td>\n",
       "      <td>-0.594127</td>\n",
       "      <td>-0.749826</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.627857</td>\n",
       "      <td>0.394204</td>\n",
       "      <td>0.977979</td>\n",
       "      <td>0.256995</td>\n",
       "      <td>1.747855</td>\n",
       "      <td>-1.747855</td>\n",
       "      <td>-32.509758</td>\n",
       "      <td>-0.579769</td>\n",
       "      <td>-0.637446</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.690723</td>\n",
       "      <td>0.477098</td>\n",
       "      <td>0.939913</td>\n",
       "      <td>0.338581</td>\n",
       "      <td>1.427238</td>\n",
       "      <td>-1.427238</td>\n",
       "      <td>-26.793001</td>\n",
       "      <td>-0.502856</td>\n",
       "      <td>-0.525353</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.140510</td>\n",
       "      <td>0.019743</td>\n",
       "      <td>0.543819</td>\n",
       "      <td>-0.301202</td>\n",
       "      <td>0.999421</td>\n",
       "      <td>-0.999421</td>\n",
       "      <td>38.700047</td>\n",
       "      <td>0.607511</td>\n",
       "      <td>0.758824</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.584079</td>\n",
       "      <td>0.341148</td>\n",
       "      <td>0.957582</td>\n",
       "      <td>1.645291</td>\n",
       "      <td>1.645291</td>\n",
       "      <td>-0.209163</td>\n",
       "      <td>-37.871262</td>\n",
       "      <td>-0.758263</td>\n",
       "      <td>-0.742574</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.648642</td>\n",
       "      <td>0.420737</td>\n",
       "      <td>0.985978</td>\n",
       "      <td>0.297268</td>\n",
       "      <td>1.478050</td>\n",
       "      <td>-1.478050</td>\n",
       "      <td>-15.965348</td>\n",
       "      <td>-0.512104</td>\n",
       "      <td>-0.313046</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.436921</td>\n",
       "      <td>0.190900</td>\n",
       "      <td>0.537492</td>\n",
       "      <td>0.543558</td>\n",
       "      <td>1.049285</td>\n",
       "      <td>-1.049285</td>\n",
       "      <td>-39.408485</td>\n",
       "      <td>-0.581423</td>\n",
       "      <td>-0.772715</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.801424</td>\n",
       "      <td>0.642281</td>\n",
       "      <td>1.113270</td>\n",
       "      <td>0.497681</td>\n",
       "      <td>2.193919</td>\n",
       "      <td>-2.193919</td>\n",
       "      <td>-36.982643</td>\n",
       "      <td>-0.627740</td>\n",
       "      <td>-0.725150</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.856815</td>\n",
       "      <td>0.734132</td>\n",
       "      <td>1.122486</td>\n",
       "      <td>0.517904</td>\n",
       "      <td>1.754343</td>\n",
       "      <td>-1.754343</td>\n",
       "      <td>-31.530857</td>\n",
       "      <td>-0.578748</td>\n",
       "      <td>-0.618252</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.279074</td>\n",
       "      <td>0.077882</td>\n",
       "      <td>0.678320</td>\n",
       "      <td>-0.208244</td>\n",
       "      <td>1.305216</td>\n",
       "      <td>-1.305216</td>\n",
       "      <td>37.909523</td>\n",
       "      <td>0.533470</td>\n",
       "      <td>0.743324</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.796210</td>\n",
       "      <td>0.633951</td>\n",
       "      <td>1.089257</td>\n",
       "      <td>2.103847</td>\n",
       "      <td>2.103847</td>\n",
       "      <td>-0.552248</td>\n",
       "      <td>-39.577774</td>\n",
       "      <td>-0.742289</td>\n",
       "      <td>-0.776035</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.849310</td>\n",
       "      <td>0.721327</td>\n",
       "      <td>1.150460</td>\n",
       "      <td>0.575411</td>\n",
       "      <td>1.851035</td>\n",
       "      <td>-1.851035</td>\n",
       "      <td>-22.426970</td>\n",
       "      <td>-0.587765</td>\n",
       "      <td>-0.439745</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.553202</td>\n",
       "      <td>0.306033</td>\n",
       "      <td>0.706688</td>\n",
       "      <td>0.689770</td>\n",
       "      <td>1.236947</td>\n",
       "      <td>-1.236947</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-36.896690</td>\n",
       "      <td>-0.912707</td>\n",
       "      <td>-0.723464</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.064085</td>\n",
       "      <td>1.132277</td>\n",
       "      <td>1.286732</td>\n",
       "      <td>0.912205</td>\n",
       "      <td>2.307096</td>\n",
       "      <td>-2.307096</td>\n",
       "      <td>-19.239029</td>\n",
       "      <td>-0.282667</td>\n",
       "      <td>-0.377236</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.052407</td>\n",
       "      <td>1.107561</td>\n",
       "      <td>1.117975</td>\n",
       "      <td>0.881856</td>\n",
       "      <td>2.153838</td>\n",
       "      <td>-2.153838</td>\n",
       "      <td>-62.821152</td>\n",
       "      <td>-1.281961</td>\n",
       "      <td>-1.231787</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.530944</td>\n",
       "      <td>0.281901</td>\n",
       "      <td>1.341343</td>\n",
       "      <td>0.098188</td>\n",
       "      <td>2.117577</td>\n",
       "      <td>-2.117577</td>\n",
       "      <td>55.359245</td>\n",
       "      <td>1.107040</td>\n",
       "      <td>1.085475</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.981749</td>\n",
       "      <td>0.963832</td>\n",
       "      <td>1.463588</td>\n",
       "      <td>2.348134</td>\n",
       "      <td>2.348134</td>\n",
       "      <td>-0.507044</td>\n",
       "      <td>-23.611309</td>\n",
       "      <td>0.024880</td>\n",
       "      <td>-0.462967</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.022359</td>\n",
       "      <td>1.045218</td>\n",
       "      <td>1.122299</td>\n",
       "      <td>0.884884</td>\n",
       "      <td>2.283836</td>\n",
       "      <td>-2.283836</td>\n",
       "      <td>-34.417664</td>\n",
       "      <td>-0.666021</td>\n",
       "      <td>-0.674856</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.336352</td>\n",
       "      <td>0.113133</td>\n",
       "      <td>0.754031</td>\n",
       "      <td>-0.017647</td>\n",
       "      <td>1.378753</td>\n",
       "      <td>-1.378753</td>\n",
       "      <td>-38.069172</td>\n",
       "      <td>-0.877256</td>\n",
       "      <td>-0.746454</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.354419</td>\n",
       "      <td>0.125613</td>\n",
       "      <td>0.826321</td>\n",
       "      <td>-0.077006</td>\n",
       "      <td>1.163693</td>\n",
       "      <td>-1.163693</td>\n",
       "      <td>-10.263086</td>\n",
       "      <td>-0.051315</td>\n",
       "      <td>-0.201237</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.370457</td>\n",
       "      <td>0.137238</td>\n",
       "      <td>0.421586</td>\n",
       "      <td>0.256480</td>\n",
       "      <td>0.847701</td>\n",
       "      <td>-0.847701</td>\n",
       "      <td>-30.174412</td>\n",
       "      <td>-0.570585</td>\n",
       "      <td>-0.591655</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.173184</td>\n",
       "      <td>0.029993</td>\n",
       "      <td>0.616481</td>\n",
       "      <td>-0.356980</td>\n",
       "      <td>1.046295</td>\n",
       "      <td>-1.046295</td>\n",
       "      <td>46.865932</td>\n",
       "      <td>0.877540</td>\n",
       "      <td>0.918940</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.188330</td>\n",
       "      <td>0.035468</td>\n",
       "      <td>0.938040</td>\n",
       "      <td>1.202289</td>\n",
       "      <td>1.202289</td>\n",
       "      <td>0.597824</td>\n",
       "      <td>-24.255749</td>\n",
       "      <td>-0.452062</td>\n",
       "      <td>-0.475603</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.309431</td>\n",
       "      <td>0.095748</td>\n",
       "      <td>0.567403</td>\n",
       "      <td>0.061571</td>\n",
       "      <td>0.980127</td>\n",
       "      <td>-0.980127</td>\n",
       "      <td>-10.561463</td>\n",
       "      <td>-0.084279</td>\n",
       "      <td>-0.207088</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.266664</td>\n",
       "      <td>0.071109</td>\n",
       "      <td>0.337631</td>\n",
       "      <td>0.100390</td>\n",
       "      <td>0.787678</td>\n",
       "      <td>-0.787678</td>\n",
       "      <td>-35.248955</td>\n",
       "      <td>-0.933832</td>\n",
       "      <td>-0.691156</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.792044</td>\n",
       "      <td>0.627334</td>\n",
       "      <td>1.051204</td>\n",
       "      <td>0.613102</td>\n",
       "      <td>1.636708</td>\n",
       "      <td>-1.636708</td>\n",
       "      <td>-16.299442</td>\n",
       "      <td>-0.262266</td>\n",
       "      <td>-0.319597</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.805276</td>\n",
       "      <td>0.648469</td>\n",
       "      <td>0.866378</td>\n",
       "      <td>0.682406</td>\n",
       "      <td>1.797832</td>\n",
       "      <td>-1.797832</td>\n",
       "      <td>-50.258915</td>\n",
       "      <td>-0.981771</td>\n",
       "      <td>-0.985469</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.327322</td>\n",
       "      <td>0.107139</td>\n",
       "      <td>1.038407</td>\n",
       "      <td>-0.382916</td>\n",
       "      <td>1.556926</td>\n",
       "      <td>-1.556926</td>\n",
       "      <td>50.633633</td>\n",
       "      <td>1.068598</td>\n",
       "      <td>0.992816</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.669171</td>\n",
       "      <td>0.447789</td>\n",
       "      <td>1.197278</td>\n",
       "      <td>1.868672</td>\n",
       "      <td>1.868672</td>\n",
       "      <td>-0.068966</td>\n",
       "      <td>-22.703091</td>\n",
       "      <td>-0.056605</td>\n",
       "      <td>-0.445159</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.739652</td>\n",
       "      <td>0.547084</td>\n",
       "      <td>0.863279</td>\n",
       "      <td>0.671985</td>\n",
       "      <td>1.762866</td>\n",
       "      <td>-1.762866</td>\n",
       "      <td>-24.762434</td>\n",
       "      <td>-0.469707</td>\n",
       "      <td>-0.485538</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.268093</td>\n",
       "      <td>0.071874</td>\n",
       "      <td>0.554636</td>\n",
       "      <td>-0.000126</td>\n",
       "      <td>0.909962</td>\n",
       "      <td>-0.909962</td>\n",
       "      <td>-38.911346</td>\n",
       "      <td>-0.915691</td>\n",
       "      <td>-0.762968</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.941245</td>\n",
       "      <td>0.885943</td>\n",
       "      <td>1.211636</td>\n",
       "      <td>0.747633</td>\n",
       "      <td>2.031039</td>\n",
       "      <td>-2.031039</td>\n",
       "      <td>-19.286667</td>\n",
       "      <td>-0.411864</td>\n",
       "      <td>-0.378170</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.938402</td>\n",
       "      <td>0.880599</td>\n",
       "      <td>1.011737</td>\n",
       "      <td>0.850090</td>\n",
       "      <td>1.990998</td>\n",
       "      <td>-1.990998</td>\n",
       "      <td>-54.983307</td>\n",
       "      <td>-1.106866</td>\n",
       "      <td>-1.078104</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.498255</td>\n",
       "      <td>0.248258</td>\n",
       "      <td>1.187673</td>\n",
       "      <td>-0.044980</td>\n",
       "      <td>1.856607</td>\n",
       "      <td>-1.856607</td>\n",
       "      <td>55.272842</td>\n",
       "      <td>1.142773</td>\n",
       "      <td>1.083781</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.912429</td>\n",
       "      <td>0.832527</td>\n",
       "      <td>1.416725</td>\n",
       "      <td>2.338898</td>\n",
       "      <td>2.338898</td>\n",
       "      <td>-0.387132</td>\n",
       "      <td>-24.889832</td>\n",
       "      <td>-0.118238</td>\n",
       "      <td>-0.488036</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.872788</td>\n",
       "      <td>0.761758</td>\n",
       "      <td>0.999969</td>\n",
       "      <td>0.686074</td>\n",
       "      <td>2.103849</td>\n",
       "      <td>-2.103849</td>\n",
       "      <td>-32.013580</td>\n",
       "      <td>-0.695968</td>\n",
       "      <td>-0.627717</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.353181</td>\n",
       "      <td>0.124737</td>\n",
       "      <td>0.720254</td>\n",
       "      <td>0.051580</td>\n",
       "      <td>1.284638</td>\n",
       "      <td>-1.284638</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-26.011322</td>\n",
       "      <td>-0.536596</td>\n",
       "      <td>-0.510026</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.055607</td>\n",
       "      <td>0.003092</td>\n",
       "      <td>0.513048</td>\n",
       "      <td>-0.419569</td>\n",
       "      <td>0.570454</td>\n",
       "      <td>-0.570454</td>\n",
       "      <td>-92.222801</td>\n",
       "      <td>-1.791812</td>\n",
       "      <td>-1.808290</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.098298</td>\n",
       "      <td>0.009663</td>\n",
       "      <td>1.810960</td>\n",
       "      <td>-1.699334</td>\n",
       "      <td>1.995639</td>\n",
       "      <td>-1.995639</td>\n",
       "      <td>-37.869225</td>\n",
       "      <td>-0.712115</td>\n",
       "      <td>-0.742534</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.048071</td>\n",
       "      <td>0.002311</td>\n",
       "      <td>0.744088</td>\n",
       "      <td>-0.677641</td>\n",
       "      <td>0.836827</td>\n",
       "      <td>-0.836827</td>\n",
       "      <td>64.245613</td>\n",
       "      <td>1.286482</td>\n",
       "      <td>1.259718</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.586856</td>\n",
       "      <td>0.344400</td>\n",
       "      <td>1.389708</td>\n",
       "      <td>2.007180</td>\n",
       "      <td>2.007180</td>\n",
       "      <td>0.607638</td>\n",
       "      <td>-38.855114</td>\n",
       "      <td>-1.503779</td>\n",
       "      <td>-0.761865</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.135116</td>\n",
       "      <td>1.288489</td>\n",
       "      <td>1.367087</td>\n",
       "      <td>1.195478</td>\n",
       "      <td>1.817826</td>\n",
       "      <td>-1.817826</td>\n",
       "      <td>-28.189720</td>\n",
       "      <td>-0.513122</td>\n",
       "      <td>-0.552740</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.103227</td>\n",
       "      <td>0.010656</td>\n",
       "      <td>0.562296</td>\n",
       "      <td>-0.369479</td>\n",
       "      <td>0.759343</td>\n",
       "      <td>-0.759343</td>\n",
       "      <td>-27.265202</td>\n",
       "      <td>-0.548034</td>\n",
       "      <td>-0.534612</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.022753</td>\n",
       "      <td>0.000518</td>\n",
       "      <td>0.535096</td>\n",
       "      <td>-0.490623</td>\n",
       "      <td>0.572237</td>\n",
       "      <td>-0.572237</td>\n",
       "      <td>-39.857010</td>\n",
       "      <td>-0.771910</td>\n",
       "      <td>-0.781510</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.061902</td>\n",
       "      <td>0.003832</td>\n",
       "      <td>0.783958</td>\n",
       "      <td>-0.717654</td>\n",
       "      <td>0.923757</td>\n",
       "      <td>-0.923757</td>\n",
       "      <td>-6.367034</td>\n",
       "      <td>-0.115645</td>\n",
       "      <td>-0.124844</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.060107</td>\n",
       "      <td>0.003613</td>\n",
       "      <td>0.138560</td>\n",
       "      <td>-0.062456</td>\n",
       "      <td>0.225210</td>\n",
       "      <td>-0.225210</td>\n",
       "      <td>42.372810</td>\n",
       "      <td>0.886792</td>\n",
       "      <td>0.830839</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.201009</td>\n",
       "      <td>0.040405</td>\n",
       "      <td>0.854809</td>\n",
       "      <td>1.109116</td>\n",
       "      <td>1.109116</td>\n",
       "      <td>0.605396</td>\n",
       "      <td>-13.769955</td>\n",
       "      <td>-0.545444</td>\n",
       "      <td>-0.269999</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.548812</td>\n",
       "      <td>0.301195</td>\n",
       "      <td>0.611632</td>\n",
       "      <td>0.657959</td>\n",
       "      <td>0.810047</td>\n",
       "      <td>-0.810047</td>\n",
       "      <td>-11.842787</td>\n",
       "      <td>-0.255244</td>\n",
       "      <td>-0.232212</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.044901</td>\n",
       "      <td>0.002016</td>\n",
       "      <td>0.236513</td>\n",
       "      <td>-0.145291</td>\n",
       "      <td>0.307812</td>\n",
       "      <td>-0.307812</td>\n",
       "      <td>-28.094807</td>\n",
       "      <td>-0.559510</td>\n",
       "      <td>-0.550879</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.043867</td>\n",
       "      <td>0.001924</td>\n",
       "      <td>0.552622</td>\n",
       "      <td>-0.491768</td>\n",
       "      <td>0.597890</td>\n",
       "      <td>-0.597890</td>\n",
       "      <td>-73.582306</td>\n",
       "      <td>-1.460591</td>\n",
       "      <td>-1.442790</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.122198</td>\n",
       "      <td>0.014932</td>\n",
       "      <td>1.447956</td>\n",
       "      <td>-1.304898</td>\n",
       "      <td>1.658409</td>\n",
       "      <td>-1.658409</td>\n",
       "      <td>-22.921581</td>\n",
       "      <td>-0.463139</td>\n",
       "      <td>-0.449443</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.052460</td>\n",
       "      <td>0.002752</td>\n",
       "      <td>0.452494</td>\n",
       "      <td>-0.385089</td>\n",
       "      <td>0.526610</td>\n",
       "      <td>-0.526610</td>\n",
       "      <td>56.109291</td>\n",
       "      <td>1.201811</td>\n",
       "      <td>1.100182</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.445087</td>\n",
       "      <td>0.198103</td>\n",
       "      <td>1.186804</td>\n",
       "      <td>1.676672</td>\n",
       "      <td>1.676672</td>\n",
       "      <td>0.602798</td>\n",
       "      <td>-29.902466</td>\n",
       "      <td>-1.201119</td>\n",
       "      <td>-0.586323</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.950869</td>\n",
       "      <td>0.904151</td>\n",
       "      <td>1.117106</td>\n",
       "      <td>1.049786</td>\n",
       "      <td>1.495527</td>\n",
       "      <td>-1.495527</td>\n",
       "      <td>-23.161522</td>\n",
       "      <td>-0.453892</td>\n",
       "      <td>-0.454147</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.071312</td>\n",
       "      <td>0.005085</td>\n",
       "      <td>0.459712</td>\n",
       "      <td>-0.308134</td>\n",
       "      <td>0.624632</td>\n",
       "      <td>-0.624632</td>\n",
       "      <td>-30.269337</td>\n",
       "      <td>-0.606525</td>\n",
       "      <td>-0.593516</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.053951</td>\n",
       "      <td>0.002911</td>\n",
       "      <td>0.595963</td>\n",
       "      <td>-0.501898</td>\n",
       "      <td>0.661645</td>\n",
       "      <td>-0.661645</td>\n",
       "      <td>-85.624870</td>\n",
       "      <td>-1.647284</td>\n",
       "      <td>-1.678919</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.107465</td>\n",
       "      <td>0.011549</td>\n",
       "      <td>1.682355</td>\n",
       "      <td>-1.548876</td>\n",
       "      <td>1.879864</td>\n",
       "      <td>-1.879864</td>\n",
       "      <td>-26.338734</td>\n",
       "      <td>-0.505198</td>\n",
       "      <td>-0.516446</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.055644</td>\n",
       "      <td>0.003096</td>\n",
       "      <td>0.519435</td>\n",
       "      <td>-0.443595</td>\n",
       "      <td>0.624974</td>\n",
       "      <td>-0.624974</td>\n",
       "      <td>63.065834</td>\n",
       "      <td>1.133581</td>\n",
       "      <td>1.236585</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.536658</td>\n",
       "      <td>0.288002</td>\n",
       "      <td>1.348015</td>\n",
       "      <td>1.935572</td>\n",
       "      <td>1.935572</td>\n",
       "      <td>0.574532</td>\n",
       "      <td>-40.009689</td>\n",
       "      <td>-1.531141</td>\n",
       "      <td>-0.784504</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.003145</td>\n",
       "      <td>1.006301</td>\n",
       "      <td>1.273478</td>\n",
       "      <td>0.979440</td>\n",
       "      <td>1.697684</td>\n",
       "      <td>-1.697684</td>\n",
       "      <td>-26.970509</td>\n",
       "      <td>-0.520441</td>\n",
       "      <td>-0.528834</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.084388</td>\n",
       "      <td>0.007121</td>\n",
       "      <td>0.535524</td>\n",
       "      <td>-0.347588</td>\n",
       "      <td>0.714076</td>\n",
       "      <td>-0.714076</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-24.176491</td>\n",
       "      <td>-0.488977</td>\n",
       "      <td>-0.474049</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.043168</td>\n",
       "      <td>0.001863</td>\n",
       "      <td>0.476010</td>\n",
       "      <td>-0.366197</td>\n",
       "      <td>0.527277</td>\n",
       "      <td>-0.527277</td>\n",
       "      <td>-87.327805</td>\n",
       "      <td>-1.710973</td>\n",
       "      <td>-1.712310</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.031561</td>\n",
       "      <td>0.000996</td>\n",
       "      <td>1.712601</td>\n",
       "      <td>-1.631805</td>\n",
       "      <td>1.772976</td>\n",
       "      <td>-1.772976</td>\n",
       "      <td>-21.451313</td>\n",
       "      <td>-0.408822</td>\n",
       "      <td>-0.420614</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.032761</td>\n",
       "      <td>0.001073</td>\n",
       "      <td>0.421888</td>\n",
       "      <td>-0.376194</td>\n",
       "      <td>0.493162</td>\n",
       "      <td>-0.493162</td>\n",
       "      <td>58.397629</td>\n",
       "      <td>0.748125</td>\n",
       "      <td>1.145051</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.692690</td>\n",
       "      <td>0.479820</td>\n",
       "      <td>1.338269</td>\n",
       "      <td>2.103378</td>\n",
       "      <td>2.103378</td>\n",
       "      <td>0.480623</td>\n",
       "      <td>-48.922287</td>\n",
       "      <td>-1.675132</td>\n",
       "      <td>-0.959261</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.974441</td>\n",
       "      <td>0.949535</td>\n",
       "      <td>1.367375</td>\n",
       "      <td>0.852968</td>\n",
       "      <td>1.817363</td>\n",
       "      <td>-1.817363</td>\n",
       "      <td>-29.856304</td>\n",
       "      <td>-0.640901</td>\n",
       "      <td>-0.585418</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.124195</td>\n",
       "      <td>0.015424</td>\n",
       "      <td>0.598447</td>\n",
       "      <td>-0.312080</td>\n",
       "      <td>0.750260</td>\n",
       "      <td>-0.750260</td>\n",
       "      <td>-27.958775</td>\n",
       "      <td>-0.565279</td>\n",
       "      <td>-0.548211</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.035193</td>\n",
       "      <td>0.001239</td>\n",
       "      <td>0.549340</td>\n",
       "      <td>-0.492060</td>\n",
       "      <td>0.583746</td>\n",
       "      <td>-0.583746</td>\n",
       "      <td>-37.864830</td>\n",
       "      <td>-0.732618</td>\n",
       "      <td>-0.742448</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.041091</td>\n",
       "      <td>0.001688</td>\n",
       "      <td>0.743584</td>\n",
       "      <td>-0.692059</td>\n",
       "      <td>0.802448</td>\n",
       "      <td>-0.802448</td>\n",
       "      <td>-0.649227</td>\n",
       "      <td>-0.005362</td>\n",
       "      <td>-0.012730</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.039293</td>\n",
       "      <td>0.001544</td>\n",
       "      <td>0.041304</td>\n",
       "      <td>0.035067</td>\n",
       "      <td>0.069732</td>\n",
       "      <td>-0.069732</td>\n",
       "      <td>43.424145</td>\n",
       "      <td>0.733217</td>\n",
       "      <td>0.851454</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.218725</td>\n",
       "      <td>0.047841</td>\n",
       "      <td>0.879099</td>\n",
       "      <td>1.171012</td>\n",
       "      <td>1.171012</td>\n",
       "      <td>0.632703</td>\n",
       "      <td>-21.846182</td>\n",
       "      <td>-0.721695</td>\n",
       "      <td>-0.428356</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.389760</td>\n",
       "      <td>0.151912</td>\n",
       "      <td>0.579139</td>\n",
       "      <td>0.287935</td>\n",
       "      <td>0.756129</td>\n",
       "      <td>-0.756129</td>\n",
       "      <td>-13.696244</td>\n",
       "      <td>-0.290477</td>\n",
       "      <td>-0.268554</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.049435</td>\n",
       "      <td>0.002444</td>\n",
       "      <td>0.273066</td>\n",
       "      <td>-0.169651</td>\n",
       "      <td>0.314362</td>\n",
       "      <td>-0.314362</td>\n",
       "      <td>-28.335342</td>\n",
       "      <td>-0.570419</td>\n",
       "      <td>-0.555595</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.031328</td>\n",
       "      <td>0.000981</td>\n",
       "      <td>0.556478</td>\n",
       "      <td>-0.508227</td>\n",
       "      <td>0.598616</td>\n",
       "      <td>-0.598616</td>\n",
       "      <td>-67.415817</td>\n",
       "      <td>-1.322900</td>\n",
       "      <td>-1.321879</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.020617</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>1.322040</td>\n",
       "      <td>-1.252832</td>\n",
       "      <td>1.356348</td>\n",
       "      <td>-1.356348</td>\n",
       "      <td>-14.509363</td>\n",
       "      <td>-0.280158</td>\n",
       "      <td>-0.284497</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.027159</td>\n",
       "      <td>0.000738</td>\n",
       "      <td>0.285791</td>\n",
       "      <td>-0.237379</td>\n",
       "      <td>0.326241</td>\n",
       "      <td>-0.326241</td>\n",
       "      <td>54.223145</td>\n",
       "      <td>0.808409</td>\n",
       "      <td>1.063199</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.487772</td>\n",
       "      <td>0.237921</td>\n",
       "      <td>1.169749</td>\n",
       "      <td>1.747880</td>\n",
       "      <td>1.747880</td>\n",
       "      <td>0.582484</td>\n",
       "      <td>-38.194836</td>\n",
       "      <td>-1.286616</td>\n",
       "      <td>-0.748918</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.720042</td>\n",
       "      <td>0.518461</td>\n",
       "      <td>1.038913</td>\n",
       "      <td>0.589410</td>\n",
       "      <td>1.341641</td>\n",
       "      <td>-1.341641</td>\n",
       "      <td>-24.306427</td>\n",
       "      <td>-0.513999</td>\n",
       "      <td>-0.476597</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.113742</td>\n",
       "      <td>0.012937</td>\n",
       "      <td>0.489981</td>\n",
       "      <td>-0.236320</td>\n",
       "      <td>0.606179</td>\n",
       "      <td>-0.606179</td>\n",
       "      <td>-20.204275</td>\n",
       "      <td>-0.414832</td>\n",
       "      <td>-0.396162</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.036496</td>\n",
       "      <td>0.001332</td>\n",
       "      <td>0.397840</td>\n",
       "      <td>-0.328904</td>\n",
       "      <td>0.434622</td>\n",
       "      <td>-0.434622</td>\n",
       "      <td>-71.983742</td>\n",
       "      <td>-1.408678</td>\n",
       "      <td>-1.411446</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.031827</td>\n",
       "      <td>0.001013</td>\n",
       "      <td>1.411805</td>\n",
       "      <td>-1.346405</td>\n",
       "      <td>1.477625</td>\n",
       "      <td>-1.477625</td>\n",
       "      <td>-23.991568</td>\n",
       "      <td>-0.466880</td>\n",
       "      <td>-0.470423</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.027061</td>\n",
       "      <td>0.000732</td>\n",
       "      <td>0.471201</td>\n",
       "      <td>-0.430881</td>\n",
       "      <td>0.532167</td>\n",
       "      <td>-0.532167</td>\n",
       "      <td>53.270744</td>\n",
       "      <td>0.767735</td>\n",
       "      <td>1.044524</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.671843</td>\n",
       "      <td>0.451373</td>\n",
       "      <td>1.241936</td>\n",
       "      <td>2.002148</td>\n",
       "      <td>2.002148</td>\n",
       "      <td>0.376754</td>\n",
       "      <td>-38.753330</td>\n",
       "      <td>-1.399783</td>\n",
       "      <td>-0.759869</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.882002</td>\n",
       "      <td>0.777927</td>\n",
       "      <td>1.164186</td>\n",
       "      <td>0.885538</td>\n",
       "      <td>1.513484</td>\n",
       "      <td>-1.513484</td>\n",
       "      <td>-31.401262</td>\n",
       "      <td>-0.670306</td>\n",
       "      <td>-0.615711</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.152118</td>\n",
       "      <td>0.023140</td>\n",
       "      <td>0.634224</td>\n",
       "      <td>-0.286498</td>\n",
       "      <td>0.862852</td>\n",
       "      <td>-0.862852</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#|extras\n",
    "cont_names = ts_features_df.columns[:-1]\n",
    "y_names = 'target'\n",
    "dls = get_tabular_dls(ts_features_df, splits=splits, cont_names=cont_names, y_names=y_names)\n",
    "dls.show_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-0.8581, -0.1346, -0.8581,  ...,  0.3235,  0.5841, -0.6917],\n",
       "        [-0.0406,  0.0344, -0.0406,  ..., -0.0171, -1.7253,  1.2745],\n",
       "        [ 1.7966, -0.0497,  1.7966,  ..., -0.6516,  0.9802, -1.0290],\n",
       "        ...,\n",
       "        [ 0.2804,  0.4747,  0.2804,  ..., -0.4816, -0.3325,  0.0887],\n",
       "        [-0.1472, -0.1884, -0.1472,  ..., -0.1036, -1.2258,  0.8491],\n",
       "        [-0.9960, -0.6116, -0.9960,  ...,  0.4602,  3.3105, -3.0129]])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#|extras\n",
    "x_cat, x_cont, yb = first(dls.train)\n",
    "x_cont[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": "IPython.notebook.save_checkpoint();",
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/nacho/notebooks/tsai/nbs/013_data.features.ipynb saved at 2023-04-01 19:47:33\n",
      "Correct notebook to script conversion! 😃\n",
      "Saturday 01/04/23 19:47:35 CEST\n"
     ]
    },
    {
     "data": {
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       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#|eval: false\n",
    "#|hide\n",
    "from tsai.export import get_nb_name; nb_name = get_nb_name(locals())\n",
    "from tsai.imports import create_scripts; create_scripts(nb_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
